Leaderboard/tools.ref/ref-tools-mcp
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

tools.ref/ref-tools-mcp

Developer Tools

Token-efficient search for coding agents over public and private documentation.

54/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance14/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
410.4ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 410ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 410ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
May 21, 2026success410.4msPass
May 20, 2026success170.7msPass
May 18, 2026success343.1msPass
May 16, 2026success322.9msPass
May 13, 2026success177.5msPass
May 13, 2026success311.3msPass
May 12, 2026success592.3msPass
May 11, 2026success259.5msPass
May 9, 2026success152.7msPass
May 7, 2026success259.3msPass
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
May 20, 2026
Last Probed
May 21, 2026